diff --git a/README.md b/README.md
index 1bf05d9..83f50e0 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@
 Chai-1 is a multi-modal foundation model for molecular structure prediction that performs at the state-of-the-art across a variety of benchmarks. Chai-1 enables unified prediction of proteins, small molecules, DNA, RNA, glycosylations, and more.
 
 <p align="center">
-    <img src='assets/performance_barplot.png' height=400 >
+    <img src='https://github.com/chaidiscovery/chai-lab/blob/main/assets/performance_barplot.png' height=400 >
 </p>
 
 For more information on the model's performance and capabilities, see our [technical report](https://chaiassets.com/chai-1/paper/technical_report.pdf).
@@ -51,7 +51,7 @@ Devcontainers work on local Linux setup, and on remote machines with over an SSH
 
 ## Status
 
-Since this is an initial release, we expect to make some breaking changes to the API and are not guaranteeing backwards compatibility. We recommend pinning version the current version in your requirements, i.e.:
+Since this is an initial release, we expect to make some breaking changes to the API and are not guaranteeing backwards compatibility. We recommend pinning the current version in your requirements, i.e.:
 
 ```
 chai_lab==0.0.1